Requirement already satisfied: plotly in ./venv/lib/python3.10/site-packages (5.13.0) Requirement already satisfied: tenacity>=6.2.0 in ./venv/lib/python3.10/site-packages (from plotly) (8.1.0) [notice] A new release of pip available: 22.2.2 -> 23.0.1 [notice] To update, run: pip install --upgrade pip Requirement already satisfied: folium in ./venv/lib/python3.10/site-packages (0.14.0) Requirement already satisfied: branca>=0.6.0 in ./venv/lib/python3.10/site-packages (from folium) (0.6.0) Requirement already satisfied: numpy in ./venv/lib/python3.10/site-packages (from folium) (1.24.1) Requirement already satisfied: requests in ./venv/lib/python3.10/site-packages (from folium) (2.28.2) Requirement already satisfied: jinja2>=2.9 in ./venv/lib/python3.10/site-packages (from folium) (3.1.2) Requirement already satisfied: MarkupSafe>=2.0 in ./venv/lib/python3.10/site-packages (from jinja2>=2.9->folium) (2.1.2) Requirement already satisfied: charset-normalizer<4,>=2 in ./venv/lib/python3.10/site-packages (from requests->folium) (3.0.1) Requirement already satisfied: urllib3<1.27,>=1.21.1 in ./venv/lib/python3.10/site-packages (from requests->folium) (1.26.14) Requirement already satisfied: idna<4,>=2.5 in ./venv/lib/python3.10/site-packages (from requests->folium) (3.4) Requirement already satisfied: certifi>=2017.4.17 in ./venv/lib/python3.10/site-packages (from requests->folium) (2022.12.7) [notice] A new release of pip available: 22.2.2 -> 23.0.1 [notice] To update, run: pip install --upgrade pip Requirement already satisfied: mlxtend in ./venv/lib/python3.10/site-packages (0.21.0) Requirement already satisfied: joblib>=0.13.2 in ./venv/lib/python3.10/site-packages (from mlxtend) (1.2.0) Requirement already satisfied: matplotlib>=3.0.0 in ./venv/lib/python3.10/site-packages (from mlxtend) (3.6.3) Requirement already satisfied: scikit-learn>=1.0.2 in ./venv/lib/python3.10/site-packages (from mlxtend) (1.2.1) Requirement already satisfied: numpy>=1.16.2 in ./venv/lib/python3.10/site-packages (from mlxtend) (1.24.1) Requirement already satisfied: pandas>=0.24.2 in ./venv/lib/python3.10/site-packages (from mlxtend) (1.5.3) Requirement already satisfied: setuptools in ./venv/lib/python3.10/site-packages (from mlxtend) (63.2.0) Requirement already satisfied: scipy>=1.2.1 in ./venv/lib/python3.10/site-packages (from mlxtend) (1.10.0) Requirement already satisfied: packaging>=20.0 in ./venv/lib/python3.10/site-packages (from matplotlib>=3.0.0->mlxtend) (23.0) Requirement already satisfied: pyparsing>=2.2.1 in ./venv/lib/python3.10/site-packages (from matplotlib>=3.0.0->mlxtend) (3.0.9) Requirement already satisfied: kiwisolver>=1.0.1 in ./venv/lib/python3.10/site-packages (from matplotlib>=3.0.0->mlxtend) (1.4.4) Requirement already satisfied: contourpy>=1.0.1 in ./venv/lib/python3.10/site-packages (from matplotlib>=3.0.0->mlxtend) (1.0.7) Requirement already satisfied: python-dateutil>=2.7 in ./venv/lib/python3.10/site-packages (from matplotlib>=3.0.0->mlxtend) (2.8.2) Requirement already satisfied: pillow>=6.2.0 in ./venv/lib/python3.10/site-packages (from matplotlib>=3.0.0->mlxtend) (9.4.0) Requirement already satisfied: fonttools>=4.22.0 in ./venv/lib/python3.10/site-packages (from matplotlib>=3.0.0->mlxtend) (4.38.0) Requirement already satisfied: cycler>=0.10 in ./venv/lib/python3.10/site-packages (from matplotlib>=3.0.0->mlxtend) (0.11.0) Requirement already satisfied: pytz>=2020.1 in ./venv/lib/python3.10/site-packages (from pandas>=0.24.2->mlxtend) (2022.7.1) Requirement already satisfied: threadpoolctl>=2.0.0 in ./venv/lib/python3.10/site-packages (from scikit-learn>=1.0.2->mlxtend) (3.1.0) Requirement already satisfied: six>=1.5 in ./venv/lib/python3.10/site-packages (from python-dateutil>=2.7->matplotlib>=3.0.0->mlxtend) (1.16.0) [notice] A new release of pip available: 22.2.2 -> 23.0.1 [notice] To update, run: pip install --upgrade pip
| Unnamed: 0 | InvoiceNo | StockCode | Description | Quantity | InvoiceDate | UnitPrice | CustomerID | Country | len | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 536365 | 85123A | WHITE HANGING HEART T-LIGHT HOLDER | 6 | 2010-12-01 08:26:00 | 2.55 | 17850.0 | United Kingdom | 34 |
| 1 | 1 | 536365 | 71053 | WHITE METAL LANTERN | 6 | 2010-12-01 08:26:00 | 3.39 | 17850.0 | United Kingdom | 19 |
| 2 | 2 | 536365 | 84406B | CREAM CUPID HEARTS COAT HANGER | 8 | 2010-12-01 08:26:00 | 2.75 | 17850.0 | United Kingdom | 30 |
| 3 | 3 | 536365 | 84029G | KNITTED UNION FLAG HOT WATER BOTTLE | 6 | 2010-12-01 08:26:00 | 3.39 | 17850.0 | United Kingdom | 35 |
| 4 | 4 | 536365 | 84029E | RED WOOLLY HOTTIE WHITE HEART. | 6 | 2010-12-01 08:26:00 | 3.39 | 17850.0 | United Kingdom | 30 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 244420 | 245898 | 558637 | 22032 | BOTANICAL LILY GREETING CARD | 12 | 2011-06-30 20:07:00 | 0.42 | 17891.0 | United Kingdom | 28 |
| 244421 | 245899 | 558637 | 22028 | PENNY FARTHING BIRTHDAY CARD | 12 | 2011-06-30 20:07:00 | 0.42 | 17891.0 | United Kingdom | 28 |
| 244422 | 245900 | 558637 | 22033 | BOTANICAL ROSE GREETING CARD | 12 | 2011-06-30 20:07:00 | 0.42 | 17891.0 | United Kingdom | 28 |
| 244423 | 245901 | 558637 | 22029 | SPACEBOY BIRTHDAY CARD | 12 | 2011-06-30 20:07:00 | 0.42 | 17891.0 | United Kingdom | 22 |
| 244424 | 245902 | 558637 | 22024 | RAINY LADIES BIRTHDAY CARD | 12 | 2011-06-30 20:07:00 | 0.42 | 17891.0 | United Kingdom | 26 |
244425 rows × 10 columns
| Unnamed: 0 | InvoiceNo | StockCode | Description | Quantity | InvoiceDate | UnitPrice | CustomerID | Country | len | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 536365 | 85123A | WHITE HANGING HEART T-LIGHT HOLDER | 6 | 2010-12-01 08:26:00 | 2.55 | 17850.0 | United Kingdom | 34 |
| 1 | 1 | 536365 | 71053 | WHITE METAL LANTERN | 6 | 2010-12-01 08:26:00 | 3.39 | 17850.0 | United Kingdom | 19 |
| 2 | 2 | 536365 | 84406B | CREAM CUPID HEARTS COAT HANGER | 8 | 2010-12-01 08:26:00 | 2.75 | 17850.0 | United Kingdom | 30 |
| 3 | 3 | 536365 | 84029G | KNITTED UNION FLAG HOT WATER BOTTLE | 6 | 2010-12-01 08:26:00 | 3.39 | 17850.0 | United Kingdom | 35 |
| 4 | 4 | 536365 | 84029E | RED WOOLLY HOTTIE WHITE HEART. | 6 | 2010-12-01 08:26:00 | 3.39 | 17850.0 | United Kingdom | 30 |
| Unnamed: 0 | Quantity | UnitPrice | CustomerID | len | |
|---|---|---|---|---|---|
| count | 244425.000000 | 244425.000000 | 244425.000000 | 176876.000000 | 244425.000000 |
| mean | 122924.629522 | 9.699675 | 5.125403 | 15282.690099 | 26.490658 |
| std | 70997.604797 | 216.997497 | 118.936361 | 1723.746421 | 5.462467 |
| min | 0.000000 | -74215.000000 | 0.001000 | 12346.000000 | 6.000000 |
| 25% | 61436.000000 | 1.000000 | 1.250000 | 13862.000000 | 23.000000 |
| 50% | 122827.000000 | 3.000000 | 2.100000 | 15146.000000 | 27.000000 |
| 75% | 184443.000000 | 10.000000 | 4.210000 | 16816.250000 | 31.000000 |
| max | 245902.000000 | 74215.000000 | 38970.000000 | 18287.000000 | 35.000000 |
Check if we had negative quantity and prices at same register: No Check how many register we have where quantity is negative and prices is 0 or vice-versa: 0 What is the customer ID of the registers above: [] % Negative Quantity: 1.84% All register with negative quantity has Invoice start with: ['C'] See an example of negative quantity and others related records:
| Unnamed: 0 | InvoiceNo | StockCode | Description | Quantity | InvoiceDate | UnitPrice | CustomerID | Country | len | |
|---|---|---|---|---|---|---|---|---|---|---|
| 2 | 2 | 536365 | 84406B | CREAM CUPID HEARTS COAT HANGER | 8 | 2010-12-01 08:26:00 | 2.75 | 17850.0 | United Kingdom | 30 |
| 51 | 51 | 536373 | 84406B | CREAM CUPID HEARTS COAT HANGER | 8 | 2010-12-01 09:01:00 | 2.75 | 17850.0 | United Kingdom | 30 |
| 68 | 68 | 536375 | 84406B | CREAM CUPID HEARTS COAT HANGER | 8 | 2010-12-01 09:31:00 | 2.75 | 17850.0 | United Kingdom | 30 |
| 280 | 280 | 536396 | 84406B | CREAM CUPID HEARTS COAT HANGER | 8 | 2010-12-01 10:50:00 | 2.75 | 17850.0 | United Kingdom | 30 |
| 418 | 418 | 536406 | 84406B | CREAM CUPID HEARTS COAT HANGER | 8 | 2010-12-01 11:32:00 | 2.75 | 17850.0 | United Kingdom | 30 |
| 3184 | 3194 | 536609 | 84406B | CREAM CUPID HEARTS COAT HANGER | 6 | 2010-12-02 09:40:00 | 2.75 | 17850.0 | United Kingdom | 30 |
| 3216 | 3226 | 536612 | 84406B | CREAM CUPID HEARTS COAT HANGER | 6 | 2010-12-02 09:43:00 | 2.75 | 17850.0 | United Kingdom | 30 |
| 3417 | 3427 | 536628 | 84406B | CREAM CUPID HEARTS COAT HANGER | 6 | 2010-12-02 10:54:00 | 2.75 | 17850.0 | United Kingdom | 30 |
| 3435 | 3445 | 536630 | 84406B | CREAM CUPID HEARTS COAT HANGER | 6 | 2010-12-02 10:56:00 | 2.75 | 17850.0 | United Kingdom | 30 |
| 3800 | 3810 | 536685 | 84406B | CREAM CUPID HEARTS COAT HANGER | 6 | 2010-12-02 12:23:00 | 2.75 | 17850.0 | United Kingdom | 30 |
| 3815 | 3825 | 536690 | 84406B | CREAM CUPID HEARTS COAT HANGER | 6 | 2010-12-02 12:24:00 | 2.75 | 17850.0 | United Kingdom | 30 |
| 4153 | 4163 | 536750 | 84406B | CREAM CUPID HEARTS COAT HANGER | 6 | 2010-12-02 14:03:00 | 2.75 | 17850.0 | United Kingdom | 30 |
| 4174 | 4184 | 536752 | 84406B | CREAM CUPID HEARTS COAT HANGER | 6 | 2010-12-02 14:06:00 | 2.75 | 17850.0 | United Kingdom | 30 |
| 4500 | 4512 | 536787 | 84406B | CREAM CUPID HEARTS COAT HANGER | 8 | 2010-12-02 15:24:00 | 2.75 | 17850.0 | United Kingdom | 30 |
| 4516 | 4528 | 536790 | 84406B | CREAM CUPID HEARTS COAT HANGER | 12 | 2010-12-02 15:26:00 | 2.75 | 17850.0 | United Kingdom | 30 |
Unnamed: 0 int64 InvoiceNo object StockCode object Description object Quantity int64 InvoiceDate datetime64[ns] UnitPrice float64 CustomerID Int64 Country object len int64 amount float64 Internal object dtype: object
| Description | total_count | |
|---|---|---|
| 3384 | WHITE HANGING HEART T-LIGHT HOLDER | 1337 |
| 2593 | REGENCY CAKESTAND 3 TIER | 1267 |
| 1658 | JUMBO BAG RED RETROSPOT | 1046 |
| 2180 | PARTY BUNTING | 1012 |
| 1817 | LUNCH BAG RED RETROSPOT | 829 |
| ... | ... | ... |
| 3361 | WHITE ANEMONE ARTIFICIAL FLOWER | 1 |
| 1094 | ETCHED GLASS STAR TREE DECORATION | 1 |
| 2249 | PINK ALLIUM ARTIFICIAL FLOWER | 1 |
| 327 | BLACK CHRISTMAS FLOCK DROPLET | 1 |
| 1963 | MOROCCAN BEATEN METAL DISH | 1 |
3541 rows × 2 columns
/home/ayush/Documents/Project/ayush/customer_segm_RFM/venv/lib/python3.10/site-packages/plotly/io/_renderers.py:395: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead. /home/ayush/Documents/Project/ayush/customer_segm_RFM/venv/lib/python3.10/site-packages/plotly/io/_renderers.py:395: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
| Unnamed: 0 | InvoiceNo | StockCode | Description | Quantity | InvoiceDate | UnitPrice | CustomerID | Country | len | amount | Internal | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 536365 | 85123A | WHITE HANGING HEART T-LIGHT HOLDER | 6 | 2010-12-01 08:26:00 | 2.55 | 17850 | United Kingdom | 34 | 15.30 | Yes |
| 1 | 1 | 536365 | 71053 | WHITE METAL LANTERN | 6 | 2010-12-01 08:26:00 | 3.39 | 17850 | United Kingdom | 19 | 20.34 | Yes |
| 2 | 2 | 536365 | 84406B | CREAM CUPID HEARTS COAT HANGER | 8 | 2010-12-01 08:26:00 | 2.75 | 17850 | United Kingdom | 30 | 22.00 | Yes |
| 3 | 3 | 536365 | 84029G | KNITTED UNION FLAG HOT WATER BOTTLE | 6 | 2010-12-01 08:26:00 | 3.39 | 17850 | United Kingdom | 35 | 20.34 | Yes |
| 4 | 4 | 536365 | 84029E | RED WOOLLY HOTTIE WHITE HEART. | 6 | 2010-12-01 08:26:00 | 3.39 | 17850 | United Kingdom | 30 | 20.34 | Yes |
Total rows having negative quantity = 4494 Total rows having not less than 1 quantity = 239931 Total rows which will be using for further analysis = 239931
| Description | amount | |
|---|---|---|
| 2583 | REGENCY CAKESTAND 3 TIER | 107256.36 |
| 981 | DOTCOM POSTAGE | 90096.63 |
| 1855 | MEDIUM CERAMIC TOP STORAGE JAR | 78548.05 |
| 3369 | WHITE HANGING HEART T-LIGHT HOLDER | 63388.92 |
| 2172 | PARTY BUNTING | 59454.31 |
| 1650 | JUMBO BAG RED RETROSPOT | 44051.21 |
| 2432 | POSTAGE | 40377.18 |
| 2217 | PICNIC BASKET WICKER 60 PIECES | 39619.50 |
| 1982 | Manual | 32308.60 |
| 200 | ASSORTED COLOUR BIRD ORNAMENT | 25799.51 |
| InvoiceNo | 0 | |
|---|---|---|
| 0 | 536365 | 7 |
| 1 | 536366 | 2 |
| 2 | 536367 | 12 |
| 3 | 536368 | 4 |
| 4 | 536369 | 1 |
| ... | ... | ... |
| 9654 | 558633 | 14 |
| 9655 | 558634 | 16 |
| 9656 | 558635 | 14 |
| 9657 | 558636 | 17 |
| 9658 | 558637 | 34 |
9659 rows × 2 columns
| Description | 4 PURPLE FLOCK DINNER CANDLES | OVAL WALL MIRROR DIAMANTE | SET 2 TEA TOWELS I LOVE LONDON | SPACEBOY BABY GIFT SET | TOADSTOOL BEDSIDE LIGHT | *Boombox Ipod Classic | *USB Office Mirror Ball | 10 COLOUR SPACEBOY PEN | 12 COLOURED PARTY BALLOONS | 12 DAISY PEGS IN WOOD BOX | ... | ZINC STAR T-LIGHT HOLDER | ZINC SWEETHEART SOAP DISH | ZINC SWEETHEART WIRE LETTER RACK | ZINC T-LIGHT HOLDER STAR LARGE | ZINC T-LIGHT HOLDER STARS LARGE | ZINC T-LIGHT HOLDER STARS SMALL | ZINC TOP 2 DOOR WOODEN SHELF | ZINC WILLIE WINKIE CANDLE STICK | ZINC WIRE KITCHEN ORGANISER | ZINC WIRE SWEETHEART LETTER TRAY |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| InvoiceNo | |||||||||||||||||||||
| 536365 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 536366 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 536367 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 536368 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 536369 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
5 rows × 3525 columns
| Description | 4 PURPLE FLOCK DINNER CANDLES | OVAL WALL MIRROR DIAMANTE | SET 2 TEA TOWELS I LOVE LONDON | SPACEBOY BABY GIFT SET | TOADSTOOL BEDSIDE LIGHT | *Boombox Ipod Classic | *USB Office Mirror Ball | 10 COLOUR SPACEBOY PEN | 12 COLOURED PARTY BALLOONS | 12 DAISY PEGS IN WOOD BOX | ... | ZINC STAR T-LIGHT HOLDER | ZINC SWEETHEART SOAP DISH | ZINC SWEETHEART WIRE LETTER RACK | ZINC T-LIGHT HOLDER STAR LARGE | ZINC T-LIGHT HOLDER STARS LARGE | ZINC T-LIGHT HOLDER STARS SMALL | ZINC TOP 2 DOOR WOODEN SHELF | ZINC WILLIE WINKIE CANDLE STICK | ZINC WIRE KITCHEN ORGANISER | ZINC WIRE SWEETHEART LETTER TRAY |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| InvoiceNo | |||||||||||||||||||||
| 536365 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 536366 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 536367 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 536368 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 536369 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
5 rows × 3525 columns
Total number of baskets used for analysis= 9659 The minimum support value for the analysis is 3.1059 %
/home/ayush/Documents/Project/ayush/customer_segm_RFM/venv/lib/python3.10/site-packages/mlxtend/frequent_patterns/fpcommon.py:111: DeprecationWarning: DataFrames with non-bool types result in worse computationalperformance and their support might be discontinued in the future.Please use a DataFrame with bool type
| support | |
|---|---|
| count | 129.000000 |
| mean | 0.046378 |
| std | 0.016664 |
| min | 0.031059 |
| 25% | 0.035407 |
| 50% | 0.041205 |
| 75% | 0.050626 |
| max | 0.132415 |
| antecedents | consequents | antecedent support | consequent support | support | confidence | lift | leverage | conviction | |
|---|---|---|---|---|---|---|---|---|---|
| 10 | (PINK REGENCY TEACUP AND SAUCER) | (GREEN REGENCY TEACUP AND SAUCER) | 0.039652 | 0.059323 | 0.032923 | 0.830287 | 13.996063 | 0.030570 | 5.542759 |
| 12 | (PINK REGENCY TEACUP AND SAUCER) | (ROSES REGENCY TEACUP AND SAUCER ) | 0.039652 | 0.061601 | 0.031370 | 0.791123 | 12.842780 | 0.028927 | 4.492587 |
| 9 | (GREEN REGENCY TEACUP AND SAUCER) | (ROSES REGENCY TEACUP AND SAUCER ) | 0.059323 | 0.061601 | 0.045036 | 0.759162 | 12.323947 | 0.041381 | 3.896398 |
| 8 | (ROSES REGENCY TEACUP AND SAUCER ) | (GREEN REGENCY TEACUP AND SAUCER) | 0.061601 | 0.059323 | 0.045036 | 0.731092 | 12.323947 | 0.041381 | 3.498143 |
| 0 | (JUMBO BAG PINK POLKADOT) | (JUMBO BAG RED RETROSPOT) | 0.064914 | 0.105705 | 0.044000 | 0.677831 | 6.412506 | 0.037139 | 2.775858 |
| 5 | (JUMBO BAG BAROQUE BLACK WHITE) | (JUMBO BAG RED RETROSPOT) | 0.052593 | 0.105705 | 0.033647 | 0.639764 | 6.052378 | 0.028088 | 2.482525 |
| 3 | (JUMBO STORAGE BAG SUKI) | (JUMBO BAG RED RETROSPOT) | 0.064603 | 0.105705 | 0.038513 | 0.596154 | 5.639814 | 0.031684 | 2.214446 |
| 7 | (JUMBO SHOPPER VINTAGE RED PAISLEY) | (JUMBO BAG RED RETROSPOT) | 0.062739 | 0.105705 | 0.036857 | 0.587459 | 5.557555 | 0.030225 | 2.167772 |
| 11 | (GREEN REGENCY TEACUP AND SAUCER) | (PINK REGENCY TEACUP AND SAUCER) | 0.059323 | 0.039652 | 0.032923 | 0.554974 | 13.996063 | 0.030570 | 2.157958 |
| 13 | (ROSES REGENCY TEACUP AND SAUCER ) | (PINK REGENCY TEACUP AND SAUCER) | 0.061601 | 0.039652 | 0.031370 | 0.509244 | 12.842780 | 0.028927 | 1.956873 |
/home/ayush/Documents/Project/ayush/customer_segm_RFM/venv/lib/python3.10/site-packages/plotly/io/_renderers.py:395: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead. /home/ayush/Documents/Project/ayush/customer_segm_RFM/venv/lib/python3.10/site-packages/plotly/io/_renderers.py:395: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
/home/ayush/Documents/Project/ayush/customer_segm_RFM/venv/lib/python3.10/site-packages/plotly/io/_renderers.py:395: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead. /home/ayush/Documents/Project/ayush/customer_segm_RFM/venv/lib/python3.10/site-packages/plotly/io/_renderers.py:395: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
/home/ayush/Documents/Project/ayush/customer_segm_RFM/venv/lib/python3.10/site-packages/plotly/io/_renderers.py:395: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead. /home/ayush/Documents/Project/ayush/customer_segm_RFM/venv/lib/python3.10/site-packages/plotly/io/_renderers.py:395: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
| antecedents | consequents | antecedent support | consequent support | support | confidence | lift | leverage | conviction | |
|---|---|---|---|---|---|---|---|---|---|
| 10 | (PINK REGENCY TEACUP AND SAUCER) | (GREEN REGENCY TEACUP AND SAUCER) | 0.039652 | 0.059323 | 0.032923 | 0.830287 | 13.996063 | 0.030570 | 5.542759 |
| 12 | (PINK REGENCY TEACUP AND SAUCER) | (ROSES REGENCY TEACUP AND SAUCER ) | 0.039652 | 0.061601 | 0.031370 | 0.791123 | 12.842780 | 0.028927 | 4.492587 |
| 9 | (GREEN REGENCY TEACUP AND SAUCER) | (ROSES REGENCY TEACUP AND SAUCER ) | 0.059323 | 0.061601 | 0.045036 | 0.759162 | 12.323947 | 0.041381 | 3.896398 |
| 8 | (ROSES REGENCY TEACUP AND SAUCER ) | (GREEN REGENCY TEACUP AND SAUCER) | 0.061601 | 0.059323 | 0.045036 | 0.731092 | 12.323947 | 0.041381 | 3.498143 |
| 11 | (GREEN REGENCY TEACUP AND SAUCER) | (PINK REGENCY TEACUP AND SAUCER) | 0.059323 | 0.039652 | 0.032923 | 0.554974 | 13.996063 | 0.030570 | 2.157958 |
| 13 | (ROSES REGENCY TEACUP AND SAUCER ) | (PINK REGENCY TEACUP AND SAUCER) | 0.061601 | 0.039652 | 0.031370 | 0.509244 | 12.842780 | 0.028927 | 1.956873 |